Rockfish Historical Harvest Estimates

This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.

Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

• Model: LB_fit_3pH

• Model Run: *Gen4int_indcomp_swhsR_FULL_pHB4pars_re0d_thru2024_3e+05__2025-10-24* (Naming convention: modelname_thruYEAR_iters_rundate)

• Proportion of parmaters converged (Rhat <= 1.1): 0.9938

• See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 20.- Residuals from logbook harvests.

SWHS residuals

Figure 21.- Residuals from SWHS harvests.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 23.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.3294798

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.14 while 0.86 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_pelagic	11	11	1	0.479	0.478	0.239	0.725	1.012	0.124	0.008	CSEO
p_pelagic	11	13	1	0.475	0.473	0.245	0.719	1.012	0.124	0.016	CSEO
p_pelagic	11	13	2	0.416	0.411	0.190	0.671	1.010	0.126	0.040	CSEO
p_pelagic	11	15	1	0.444	0.439	0.221	0.690	1.013	0.125	0.040	CSEO
p_pelagic	11	16	2	0.418	0.416	0.195	0.661	1.012	0.122	0.016	CSEO
p_yellow	11	16	2	0.454	0.442	0.183	0.784	1.011	0.156	0.077	CSEO
p_pelagic	11	18	1	0.485	0.483	0.257	0.722	1.012	0.122	0.016	CSEO
p_pelagic	11	19	1	0.494	0.493	0.268	0.724	1.011	0.121	0.008	CSEO
p_pelagic	11	19	2	0.413	0.408	0.190	0.666	1.013	0.124	0.040	CSEO
p_pelagic	11	2	2	0.414	0.408	0.196	0.666	1.013	0.121	0.049	CSEO
p_pelagic	11	20	2	0.418	0.411	0.194	0.666	1.012	0.124	0.056	CSEO
p_pelagic	11	21	1	0.491	0.492	0.264	0.720	1.022	0.121	-0.008	CSEO
p_pelagic	11	21	2	0.417	0.410	0.199	0.669	1.013	0.121	0.058	CSEO
p_pelagic	11	22	2	0.419	0.412	0.194	0.672	1.010	0.123	0.057	CSEO
p_pelagic	11	3	2	0.411	0.403	0.190	0.657	1.012	0.122	0.066	CSEO
p_pelagic	11	5	1	0.482	0.479	0.247	0.727	1.015	0.126	0.024	CSEO
p_pelagic	11	5	2	0.412	0.404	0.195	0.663	1.016	0.123	0.065	CSEO
p_pelagic	11	6	1	0.479	0.474	0.243	0.723	1.015	0.126	0.040	CSEO
p_pelagic	11	7	1	0.476	0.473	0.241	0.714	1.013	0.123	0.024	CSEO
p_pelagic	11	7	2	0.412	0.407	0.195	0.649	1.011	0.122	0.041	CSEO
p_pelagic	11	8	2	0.414	0.407	0.191	0.659	1.011	0.124	0.057	CSEO
p_pelagic	11	9	2	0.411	0.408	0.179	0.668	1.017	0.124	0.024	CSEO
p_pelagic	13	1	1	0.342	0.327	0.125	0.632	1.016	0.135	0.111	NSEI
p_pelagic	13	1	2	0.147	0.129	0.040	0.350	1.014	0.083	0.218	NSEI
p_yellow	13	1	1	0.453	0.395	0.128	0.962	1.064	0.235	0.247	NSEI
p_yellow	13	1	2	0.456	0.404	0.134	0.963	1.073	0.230	0.226	NSEI
p_pelagic	13	10	2	0.149	0.132	0.042	0.359	1.019	0.080	0.213	NSEI
p_yellow	13	10	1	0.451	0.391	0.130	0.962	1.064	0.234	0.256	NSEI
p_yellow	13	10	2	0.459	0.405	0.143	0.966	1.059	0.235	0.230	NSEI
p_pelagic	13	11	1	0.348	0.333	0.131	0.639	1.012	0.132	0.114	NSEI
p_pelagic	13	11	2	0.151	0.133	0.043	0.353	1.015	0.081	0.223	NSEI
p_yellow	13	11	1	0.456	0.397	0.128	0.962	1.060	0.234	0.252	NSEI
p_yellow	13	11	2	0.461	0.408	0.139	0.965	1.064	0.232	0.229	NSEI
p_pelagic	13	12	1	0.352	0.338	0.132	0.636	1.017	0.132	0.106	NSEI
p_pelagic	13	12	2	0.155	0.139	0.045	0.362	1.015	0.082	0.194	NSEI
p_yellow	13	12	1	0.457	0.403	0.129	0.963	1.057	0.234	0.231	NSEI
p_yellow	13	12	2	0.458	0.403	0.131	0.966	1.060	0.233	0.236	NSEI
p_pelagic	13	13	2	0.155	0.139	0.046	0.349	1.013	0.080	0.200	NSEI
p_yellow	13	13	1	0.453	0.395	0.135	0.963	1.071	0.234	0.248	NSEI
p_yellow	13	13	2	0.459	0.404	0.144	0.965	1.066	0.232	0.237	NSEI
p_pelagic	13	14	2	0.153	0.137	0.045	0.355	1.010	0.080	0.199	NSEI
p_yellow	13	14	1	0.456	0.401	0.133	0.958	1.068	0.232	0.237	NSEI
p_yellow	13	14	2	0.455	0.402	0.132	0.964	1.068	0.232	0.228	NSEI
p_pelagic	13	15	1	0.314	0.299	0.118	0.598	1.017	0.124	0.121	NSEI
p_yellow	13	15	1	0.447	0.393	0.136	0.961	1.062	0.232	0.233	NSEI
p_yellow	13	15	2	0.447	0.390	0.128	0.967	1.067	0.233	0.244	NSEI
p_yellow	13	16	1	0.455	0.403	0.130	0.960	1.065	0.230	0.226	NSEI
p_yellow	13	16	2	0.459	0.405	0.137	0.961	1.074	0.232	0.233	NSEI
p_pelagic	13	17	2	0.163	0.149	0.051	0.355	1.013	0.079	0.177	NSEI
p_yellow	13	17	1	0.454	0.391	0.125	0.962	1.072	0.234	0.269	NSEI
p_yellow	13	17	2	0.454	0.400	0.128	0.964	1.063	0.232	0.232	NSEI
p_yellow	13	18	1	0.447	0.392	0.123	0.961	1.067	0.232	0.237	NSEI
p_yellow	13	18	2	0.459	0.405	0.133	0.964	1.062	0.234	0.230	NSEI
p_yellow	13	19	1	0.453	0.399	0.130	0.963	1.062	0.234	0.231	NSEI
p_yellow	13	19	2	0.455	0.399	0.129	0.964	1.061	0.233	0.240	NSEI
p_pelagic	13	2	1	0.341	0.328	0.124	0.634	1.010	0.135	0.096	NSEI
p_pelagic	13	2	2	0.146	0.130	0.040	0.346	1.017	0.080	0.199	NSEI
p_yellow	13	2	1	0.453	0.395	0.130	0.964	1.063	0.234	0.248	NSEI
p_yellow	13	2	2	0.452	0.394	0.127	0.963	1.077	0.236	0.246	NSEI
p_yellow	13	20	1	0.449	0.386	0.127	0.965	1.061	0.235	0.268	NSEI
p_yellow	13	20	2	0.455	0.395	0.132	0.965	1.076	0.234	0.257	NSEI
p_yellow	13	21	1	0.451	0.395	0.127	0.963	1.068	0.233	0.240	NSEI
p_yellow	13	21	2	0.453	0.401	0.134	0.964	1.076	0.232	0.224	NSEI
p_yellow	13	22	1	0.451	0.395	0.129	0.962	1.059	0.233	0.240	NSEI
p_yellow	13	22	2	0.453	0.399	0.135	0.966	1.063	0.234	0.231	NSEI
p_yellow	13	23	1	0.422	0.360	0.107	0.958	1.059	0.235	0.263	NSEI
p_yellow	13	23	2	0.503	0.460	0.162	0.973	1.057	0.224	0.192	NSEI
p_yellow	13	24	1	0.422	0.363	0.113	0.955	1.065	0.234	0.252	NSEI
p_yellow	13	24	2	0.502	0.460	0.163	0.974	1.059	0.226	0.186	NSEI
p_yellow	13	25	1	0.422	0.366	0.108	0.946	1.059	0.233	0.240	NSEI
p_yellow	13	25	2	0.501	0.459	0.155	0.969	1.053	0.228	0.185	NSEI
p_yellow	13	26	1	0.416	0.358	0.110	0.949	1.047	0.232	0.250	NSEI
p_yellow	13	26	2	0.499	0.466	0.167	0.972	1.042	0.222	0.148	NSEI
p_yellow	13	27	1	0.400	0.342	0.106	0.944	1.052	0.226	0.257	NSEI
p_yellow	13	27	2	0.493	0.455	0.161	0.965	1.056	0.221	0.172	NSEI
p_yellow	13	28	1	0.410	0.361	0.106	0.937	1.038	0.221	0.221	NSEI
p_yellow	13	28	2	0.491	0.457	0.161	0.960	1.034	0.215	0.158	NSEI
p_yellow	13	29	1	0.383	0.335	0.104	0.881	1.026	0.202	0.238	NSEI
p_yellow	13	29	2	0.469	0.442	0.158	0.921	1.016	0.198	0.136	NSEI
p_pelagic	13	3	1	0.342	0.325	0.127	0.636	1.015	0.135	0.126	NSEI
p_pelagic	13	3	2	0.146	0.128	0.040	0.351	1.013	0.082	0.221	NSEI
p_yellow	13	3	1	0.451	0.392	0.123	0.965	1.058	0.236	0.250	NSEI
p_yellow	13	3	2	0.456	0.403	0.134	0.964	1.063	0.232	0.229	NSEI
p_pelagic	13	4	1	0.339	0.327	0.123	0.622	1.015	0.135	0.089	NSEI
p_pelagic	13	4	2	0.147	0.128	0.040	0.348	1.012	0.082	0.233	NSEI
p_yellow	13	4	1	0.458	0.406	0.136	0.966	1.073	0.233	0.223	NSEI
p_yellow	13	4	2	0.456	0.405	0.129	0.964	1.064	0.232	0.220	NSEI
p_pelagic	13	5	1	0.342	0.330	0.120	0.636	1.011	0.137	0.088	NSEI
p_pelagic	13	5	2	0.145	0.125	0.041	0.358	1.018	0.082	0.245	NSEI
p_yellow	13	5	1	0.452	0.395	0.126	0.960	1.070	0.233	0.244	NSEI
p_yellow	13	5	2	0.458	0.402	0.139	0.964	1.067	0.233	0.240	NSEI
p_pelagic	13	6	1	0.339	0.323	0.128	0.625	1.011	0.133	0.121	NSEI
p_pelagic	13	6	2	0.146	0.131	0.041	0.347	1.012	0.079	0.190	NSEI
p_yellow	13	6	1	0.455	0.400	0.135	0.959	1.060	0.233	0.236	NSEI
p_yellow	13	6	2	0.453	0.395	0.133	0.967	1.074	0.234	0.248	NSEI
p_pelagic	13	7	2	0.149	0.132	0.042	0.346	1.020	0.081	0.210	NSEI
p_yellow	13	7	1	0.454	0.397	0.135	0.962	1.066	0.234	0.244	NSEI
p_yellow	13	7	2	0.457	0.403	0.129	0.965	1.062	0.233	0.232	NSEI
p_pelagic	13	8	1	0.343	0.327	0.124	0.641	1.015	0.136	0.117	NSEI
p_pelagic	13	8	2	0.150	0.135	0.042	0.349	1.016	0.080	0.186	NSEI
p_yellow	13	8	1	0.458	0.406	0.137	0.962	1.059	0.233	0.224	NSEI
p_yellow	13	8	2	0.456	0.405	0.129	0.963	1.062	0.233	0.218	NSEI
p_pelagic	13	9	1	0.345	0.334	0.130	0.624	1.012	0.131	0.084	NSEI
p_pelagic	13	9	2	0.150	0.133	0.043	0.351	1.010	0.082	0.208	NSEI
p_yellow	13	9	1	0.454	0.399	0.128	0.962	1.061	0.234	0.235	NSEI
p_yellow	13	9	2	0.456	0.405	0.136	0.965	1.066	0.233	0.219	NSEI
p_pelagic	14	13	2	0.407	0.402	0.185	0.660	1.011	0.126	0.040	NSEO
p_pelagic	14	16	1	0.448	0.443	0.228	0.695	1.014	0.123	0.041	NSEO
p_pelagic	14	16	2	0.419	0.412	0.187	0.678	1.016	0.128	0.055	NSEO
p_black	14	2	1	0.917	0.944	0.687	0.993	1.010	0.086	-0.316	NSEO
p_pelagic	14	3	2	0.411	0.406	0.184	0.668	1.012	0.125	0.040	NSEO
p_pelagic	14	6	1	0.436	0.433	0.207	0.680	1.011	0.124	0.024	NSEO
p_pelagic	14	6	2	0.412	0.406	0.192	0.659	1.013	0.124	0.049	NSEO
p_pelagic	14	8	2	0.408	0.403	0.186	0.669	1.013	0.125	0.040	NSEO
p_yellow	15	1	1	0.368	0.279	0.095	0.973	1.140	0.253	0.351	SSEI
p_yellow	15	1	2	0.433	0.368	0.129	0.981	1.125	0.242	0.269	SSEI
p_yellow	15	10	1	0.372	0.289	0.095	0.971	1.138	0.250	0.332	SSEI
p_yellow	15	10	2	0.433	0.364	0.132	0.981	1.117	0.242	0.285	SSEI
p_yellow	15	11	1	0.371	0.286	0.099	0.974	1.141	0.253	0.336	SSEI
p_yellow	15	11	2	0.430	0.361	0.132	0.980	1.113	0.245	0.281	SSEI
p_yellow	15	12	1	0.372	0.291	0.095	0.973	1.133	0.250	0.324	SSEI
p_yellow	15	12	2	0.428	0.361	0.123	0.980	1.125	0.243	0.275	SSEI
p_yellow	15	13	1	0.370	0.282	0.094	0.974	1.131	0.252	0.349	SSEI
p_yellow	15	13	2	0.429	0.355	0.131	0.980	1.122	0.243	0.304	SSEI
p_yellow	15	14	1	0.372	0.289	0.097	0.975	1.133	0.253	0.329	SSEI
p_yellow	15	14	2	0.430	0.357	0.134	0.980	1.122	0.244	0.299	SSEI
p_yellow	15	15	1	0.371	0.285	0.097	0.973	1.138	0.253	0.339	SSEI
p_yellow	15	15	2	0.428	0.359	0.125	0.981	1.110	0.244	0.283	SSEI
p_yellow	15	16	1	0.374	0.291	0.100	0.972	1.120	0.250	0.332	SSEI
p_yellow	15	16	2	0.433	0.365	0.139	0.981	1.113	0.241	0.282	SSEI
p_yellow	15	17	1	0.376	0.295	0.097	0.975	1.130	0.252	0.321	SSEI
p_yellow	15	17	2	0.429	0.359	0.130	0.981	1.113	0.243	0.288	SSEI
p_yellow	15	18	1	0.374	0.293	0.103	0.974	1.141	0.250	0.324	SSEI
p_yellow	15	18	2	0.428	0.356	0.134	0.981	1.114	0.243	0.296	SSEI
p_yellow	15	19	1	0.371	0.285	0.101	0.972	1.131	0.252	0.341	SSEI
p_yellow	15	19	2	0.431	0.359	0.133	0.981	1.121	0.243	0.296	SSEI
p_yellow	15	2	1	0.375	0.287	0.095	0.975	1.129	0.253	0.348	SSEI
p_yellow	15	2	2	0.429	0.358	0.127	0.981	1.117	0.245	0.290	SSEI
p_yellow	15	20	1	0.371	0.286	0.095	0.971	1.135	0.252	0.338	SSEI
p_yellow	15	20	2	0.430	0.358	0.129	0.981	1.121	0.246	0.293	SSEI
p_yellow	15	21	1	0.371	0.286	0.097	0.974	1.134	0.250	0.339	SSEI
p_yellow	15	21	2	0.429	0.357	0.134	0.982	1.124	0.243	0.296	SSEI
p_yellow	15	22	1	0.374	0.288	0.102	0.972	1.125	0.250	0.344	SSEI
p_yellow	15	22	2	0.432	0.366	0.132	0.983	1.113	0.243	0.272	SSEI
p_yellow	15	23	1	0.321	0.226	0.070	0.964	1.154	0.258	0.368	SSEI
p_yellow	15	23	2	0.500	0.445	0.180	0.987	1.093	0.231	0.238	SSEI
p_yellow	15	24	1	0.321	0.226	0.072	0.965	1.150	0.257	0.370	SSEI
p_yellow	15	24	2	0.496	0.443	0.173	0.986	1.102	0.231	0.230	SSEI
p_yellow	15	25	1	0.322	0.226	0.071	0.962	1.144	0.257	0.373	SSEI
p_yellow	15	25	2	0.497	0.442	0.172	0.987	1.108	0.233	0.237	SSEI
p_yellow	15	26	1	0.319	0.222	0.072	0.962	1.148	0.256	0.380	SSEI
p_yellow	15	26	2	0.492	0.431	0.169	0.985	1.115	0.233	0.262	SSEI
p_yellow	15	27	1	0.321	0.226	0.073	0.965	1.154	0.256	0.371	SSEI
p_yellow	15	27	2	0.492	0.436	0.175	0.985	1.105	0.233	0.241	SSEI
p_yellow	15	28	1	0.322	0.227	0.073	0.964	1.144	0.256	0.372	SSEI
p_yellow	15	28	2	0.496	0.445	0.177	0.986	1.094	0.231	0.220	SSEI
p_yellow	15	29	1	0.312	0.227	0.070	0.950	1.136	0.243	0.350	SSEI
p_yellow	15	29	2	0.484	0.432	0.176	0.980	1.103	0.226	0.230	SSEI
p_yellow	15	3	1	0.370	0.285	0.095	0.972	1.145	0.251	0.338	SSEI
p_yellow	15	3	2	0.433	0.363	0.132	0.981	1.127	0.244	0.287	SSEI
p_yellow	15	4	1	0.371	0.288	0.100	0.975	1.131	0.252	0.329	SSEI
p_yellow	15	4	2	0.429	0.361	0.130	0.981	1.115	0.244	0.279	SSEI
p_yellow	15	5	1	0.371	0.285	0.093	0.973	1.138	0.252	0.341	SSEI
p_yellow	15	5	2	0.432	0.363	0.126	0.981	1.121	0.245	0.282	SSEI
p_yellow	15	6	1	0.371	0.285	0.099	0.975	1.140	0.252	0.342	SSEI
p_yellow	15	6	2	0.429	0.360	0.128	0.981	1.131	0.243	0.284	SSEI
p_yellow	15	7	1	0.372	0.289	0.096	0.975	1.133	0.250	0.331	SSEI
p_yellow	15	7	2	0.429	0.357	0.125	0.980	1.131	0.246	0.293	SSEI
p_yellow	15	8	1	0.367	0.281	0.096	0.973	1.128	0.253	0.340	SSEI
p_yellow	15	8	2	0.430	0.354	0.138	0.981	1.115	0.244	0.312	SSEI
p_yellow	15	9	1	0.374	0.285	0.105	0.975	1.132	0.252	0.353	SSEI
p_yellow	15	9	2	0.433	0.363	0.132	0.980	1.115	0.242	0.289	SSEI
p_pelagic	16	1	1	0.397	0.391	0.156	0.672	1.023	0.136	0.044	SSEO
p_pelagic	16	1	2	0.376	0.368	0.140	0.641	1.024	0.134	0.060	SSEO
p_pelagic	16	10	1	0.402	0.394	0.169	0.669	1.014	0.133	0.060	SSEO
p_pelagic	16	10	2	0.384	0.376	0.159	0.651	1.020	0.131	0.061	SSEO
p_pelagic	16	11	1	0.402	0.396	0.166	0.669	1.033	0.132	0.046	SSEO
p_pelagic	16	11	2	0.380	0.368	0.159	0.643	1.020	0.129	0.093	SSEO
p_pelagic	16	12	1	0.404	0.397	0.173	0.671	1.020	0.131	0.053	SSEO
p_pelagic	16	12	2	0.381	0.373	0.159	0.659	1.021	0.133	0.060	SSEO
p_pelagic	16	13	1	0.403	0.397	0.168	0.665	1.021	0.129	0.046	SSEO
p_pelagic	16	13	2	0.383	0.373	0.150	0.658	1.013	0.132	0.076	SSEO
p_pelagic	16	14	1	0.390	0.383	0.161	0.655	1.017	0.128	0.055	SSEO
p_pelagic	16	14	2	0.380	0.373	0.156	0.649	1.011	0.129	0.054	SSEO
p_pelagic	16	15	1	0.395	0.385	0.178	0.659	1.014	0.127	0.079	SSEO
p_pelagic	16	15	2	0.382	0.373	0.162	0.642	1.020	0.127	0.071	SSEO
p_pelagic	16	16	1	0.392	0.384	0.169	0.665	1.015	0.128	0.063	SSEO
p_pelagic	16	16	2	0.385	0.378	0.159	0.647	1.018	0.129	0.054	SSEO
p_pelagic	16	17	1	0.451	0.448	0.210	0.693	1.015	0.125	0.024	SSEO
p_pelagic	16	18	2	0.401	0.393	0.170	0.667	1.013	0.131	0.061	SSEO
p_pelagic	16	2	1	0.398	0.394	0.159	0.665	1.029	0.133	0.030	SSEO
p_pelagic	16	2	2	0.377	0.365	0.147	0.658	1.023	0.134	0.089	SSEO
p_pelagic	16	21	1	0.404	0.396	0.190	0.657	1.010	0.123	0.065	SSEO
p_pelagic	16	3	1	0.397	0.391	0.158	0.660	1.027	0.131	0.046	SSEO
p_pelagic	16	3	2	0.378	0.368	0.150	0.648	1.026	0.133	0.075	SSEO
p_pelagic	16	4	1	0.392	0.386	0.154	0.663	1.039	0.133	0.045	SSEO
p_pelagic	16	4	2	0.377	0.370	0.155	0.648	1.025	0.130	0.054	SSEO
p_pelagic	16	42	1	0.832	0.832	0.826	0.839	1.112	0.003	0.000	SSEO
p_yellow	16	42	1	0.405	0.404	0.384	0.426	1.049	0.011	0.091	SSEO
p_dsr	16	42	1	0.469	0.478	0.411	0.514	3.570	0.030	-0.298	SSEO
p_slope	16	42	1	0.146	0.133	0.106	0.205	4.942	0.031	0.413	SSEO
p_pelagic	16	5	1	0.400	0.396	0.158	0.672	1.020	0.134	0.030	SSEO
p_pelagic	16	5	2	0.376	0.368	0.150	0.641	1.025	0.132	0.061	SSEO
p_pelagic	16	6	1	0.396	0.388	0.163	0.665	1.020	0.133	0.060	SSEO
p_pelagic	16	6	2	0.380	0.372	0.148	0.657	1.020	0.133	0.060	SSEO
p_pelagic	16	7	1	0.399	0.393	0.161	0.677	1.025	0.134	0.045	SSEO
p_pelagic	16	7	2	0.378	0.369	0.150	0.660	1.017	0.131	0.069	SSEO
p_pelagic	16	8	1	0.402	0.394	0.172	0.678	1.023	0.132	0.061	SSEO
p_pelagic	16	8	2	0.376	0.367	0.148	0.650	1.016	0.132	0.068	SSEO
p_pelagic	16	9	1	0.403	0.401	0.167	0.668	1.023	0.131	0.015	SSEO
p_pelagic	16	9	2	0.380	0.372	0.149	0.651	1.026	0.131	0.061	SSEO
p_pelagic	3	2	2	0.179	0.165	0.058	0.379	1.010	0.083	0.170	PWSI
p_pelagic	3	8	1	0.527	0.529	0.264	0.777	1.010	0.133	-0.015	PWSI
p_pelagic	3	8	2	0.179	0.166	0.060	0.373	1.011	0.082	0.158	PWSI
p_pelagic	4	1	1	0.556	0.559	0.305	0.785	1.013	0.125	-0.024	PWSO
p_pelagic	4	11	1	0.555	0.561	0.301	0.784	1.013	0.128	-0.047	PWSO
p_pelagic	4	11	2	0.551	0.555	0.291	0.783	1.012	0.129	-0.031	PWSO
p_pelagic	4	12	2	0.548	0.552	0.300	0.779	1.010	0.128	-0.031	PWSO
p_pelagic	4	13	1	0.558	0.560	0.307	0.795	1.010	0.128	-0.016	PWSO
p_pelagic	4	15	2	0.552	0.561	0.287	0.780	1.020	0.129	-0.070	PWSO
p_pelagic	4	18	2	0.549	0.554	0.297	0.784	1.010	0.127	-0.039	PWSO
p_pelagic	4	19	1	0.547	0.551	0.294	0.787	1.011	0.129	-0.031	PWSO
p_pelagic	4	19	2	0.548	0.555	0.282	0.782	1.010	0.128	-0.054	PWSO
p_pelagic	4	20	2	0.466	0.464	0.244	0.694	1.012	0.116	0.017	PWSO
p_pelagic	4	3	1	0.559	0.562	0.300	0.795	1.011	0.130	-0.023	PWSO
p_yellow	4	30	2	0.766	0.781	0.524	0.924	1.018	0.106	-0.142	PWSO
p_yellow	4	31	2	0.808	0.824	0.595	0.944	1.013	0.092	-0.173	PWSO
p_pelagic	4	5	1	0.558	0.563	0.296	0.793	1.011	0.128	-0.039	PWSO
p_pelagic	4	8	2	0.554	0.554	0.297	0.794	1.011	0.131	0.000	PWSO
p_pelagic	4	9	2	0.552	0.557	0.286	0.790	1.010	0.131	-0.038	PWSO
p_black	8	40	1	0.442	0.412	0.342	0.949	1.052	0.130	0.231	afognak
p_black	8	48	1	0.527	0.492	0.413	0.963	1.023	0.131	0.267	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	year	area
tau_beta0_pH	1	1	4.102	2.108	0.078	18.709	1.173	6.906	0.289		CI
mu_beta2_pH	1	1	-6.070	-5.464	-21.153	8.287	1.134	7.318	-0.083		CI
tau_beta2_pH	1	1	1.125	0.156	0.043	7.540	1.127	6.217	0.156		CI
beta2_pH	1	1	0.801	0.608	0.280	2.859	1.213	0.594	0.325		CI
beta2_pH	10	1	1.306	0.759	0.235	6.696	1.166	1.857	0.295		northeast
beta2_pH	10	3	0.388	0.267	0.108	1.317	1.115	0.596	0.203		northeast
beta0_pH	11	1	0.155	0.152	-0.420	0.700	1.341	0.290	0.010		CSEO
beta0_pH	11	4	0.804	0.836	-0.398	1.650	1.111	0.472	-0.068		CSEO
beta1_pH	11	1	3.227	3.191	2.426	4.103	1.231	0.449	0.080		CSEO
beta1_pH	11	4	2.041	2.025	1.050	3.331	1.103	0.527	0.030		CSEO
beta2_pH	11	1	0.493	0.404	0.211	1.285	1.289	0.312	0.285		CSEO
beta2_pH	11	4	-4.961	-3.584	-17.372	-0.599	1.394	4.228	-0.326		CSEO
beta3_pH	11	4	40.401	40.309	38.776	42.313	1.107	0.919	0.100		CSEO
beta0_pelagic	11		-0.098	-0.097	-0.402	0.178	1.169	0.147	-0.007		CSEO
beta1_pelagic	11		1.082	1.073	0.683	1.523	1.150	0.210	0.043		CSEO
beta2_pH	12	4	-4.585	-2.934	-17.143	-0.779	1.607	4.243	-0.389		EWYKT
beta0_pH	13	1	-0.642	-0.630	-0.984	-0.358	1.105	0.163	-0.074		NSEI
beta0_pH	13	4	0.669	0.699	-0.557	1.609	1.119	0.511	-0.059		NSEI
beta1_pH	13	4	1.364	1.350	0.302	2.616	1.108	0.543	0.026		NSEI
beta2_pH	13	4	-5.116	-3.749	-17.008	-0.870	1.361	4.138	-0.330		NSEI
beta1_yellow	13		1.235	0.863	0.025	4.448	1.101	1.128	0.330		NSEI
beta2_yellow	13		-4.185	-1.950	-15.926	-0.278	1.386	4.592	-0.487		NSEI
beta2_pH	14	4	-4.936	-3.683	-17.344	-1.277	1.485	3.882	-0.323		NSEO
beta0_pelagic	14		-0.274	-0.260	-0.607	-0.003	1.106	0.154	-0.091		NSEO
beta2_yellow	14		-7.625	-7.540	-17.491	-0.505	1.103	4.874	-0.017		NSEO
beta0_pH	15	1	0.036	0.056	-0.349	0.356	1.125	0.186	-0.107		SSEI
beta0_pH	15	4	0.501	0.557	-0.600	1.381	1.156	0.484	-0.116		SSEI
beta1_pH	15	4	1.522	1.490	0.487	2.711	1.158	0.532	0.060		SSEI
beta2_pH	15	4	-5.128	-3.733	-17.129	-0.813	1.372	4.091	-0.341		SSEI
beta1_yellow	15		0.747	0.130	0.011	4.666	1.166	1.334	0.463		SSEI
beta0_pH	16	5	0.301	0.283	0.160	0.547	1.103	0.101	0.178		SSEO
beta1_pH	16	4	3.279	3.266	2.199	4.497	1.140	0.595	0.022		SSEO
beta2_pH	16	4	-5.785	-4.551	-17.541	-1.575	1.284	3.914	-0.315		SSEO
beta3_pH	16	4	41.646	41.631	40.926	42.570	1.248	0.401	0.037		SSEO
beta0_pelagic	16		-0.463	-0.407	-1.336	0.041	1.163	0.336	-0.167		SSEO
beta1_pelagic	16		1.697	1.598	0.815	3.300	1.129	0.627	0.158		SSEO
beta3_pelagic	16		32.055	31.641	27.577	39.224	1.121	2.826	0.146		SSEO
beta0_dsr	16		0.169	0.169	0.135	0.202	1.357	0.017	0.000		SSEO
beta0_slope	16		-2.694	-2.696	-2.776	-2.612	1.295	0.042	0.048		SSEO
mu_beta1_pH	2	3	5.421	3.991	0.000	17.938	1.247	4.774	0.300		NG
mu_beta2_pH	2	1	1.219	0.720	-0.041	5.452	1.168	1.687	0.296		NG
beta0_pH	2	1	1.314	1.325	0.814	1.738	1.255	0.231	-0.048		NG
beta1_pH	2	1	2.004	1.905	1.072	3.494	1.309	0.597	0.166		NG
beta2_pH	2	1	0.834	0.547	0.123	3.173	1.450	0.793	0.362		NG
beta3_pH	2	1	33.809	33.264	30.531	40.634	1.161	2.441	0.223		NG
mu_beta0_pH	3	4	0.666	0.694	-0.375	1.532	1.109	0.457	-0.061		PWSI
mu_beta1_pH	3	1	6.009	3.990	2.530	17.716	1.102	4.224	0.478		PWSI
mu_beta2_pH	3	4	-4.618	-3.325	-17.757	-0.265	1.505	4.279	-0.302		PWSI
beta0_pH	3	1	1.082	1.210	0.035	1.655	1.433	0.441	-0.290		PWSI
beta1_pH	3	1	2.438	2.126	1.363	4.340	1.352	0.861	0.363		PWSI
beta2_pH	3	1	0.688	0.437	0.104	2.613	1.223	0.671	0.374		PWSI
beta0_pH	4	1	1.388	1.439	0.381	1.911	1.186	0.359	-0.142		PWSO
beta1_pH	4	1	2.378	2.221	1.368	4.100	1.311	0.698	0.225		PWSO
beta2_pH	4	1	0.642	0.451	0.122	2.372	1.302	0.563	0.339		PWSO
beta0_yellow	4		0.810	0.917	-0.521	1.188	1.117	0.393	-0.272		PWSO
beta2_pH	6	1	1.121	0.442	0.123	6.135	1.156	1.990	0.341		SOKO2SAP
beta0_pH	8	1	-0.592	-0.577	-1.267	-0.064	1.307	0.305	-0.049		afognak
beta2_pH	8	1	0.876	0.389	0.155	5.540	1.162	1.768	0.275		afognak
beta3_pH	8	1	34.679	34.901	28.435	40.127	1.433	3.278	-0.068		afognak
beta_H	8	1	1.122	1.231	-2.455	3.336	1.130	2.758	-0.040		afognak
beta2_pH	9	1	0.952	0.463	0.165	5.618	1.239	1.740	0.281		eastside
beta2_pH	9	3	0.295	0.201	0.096	1.018	1.148	0.590	0.159		eastside

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	827.00	235.00	1,399.00	338.00
Prop. of total	0.78	0.22	0.81	0.19
Prop. median less than 1	0.18	0.24	0.27	0.44
Prop. median less than 10	0.30	0.57	0.43	0.77
Prop. median less than 50	0.41	0.79	0.57	0.79
Median of the median values	197.96	6.91	23.38	1.55
Mean of the median values	1,243.57	335.84	420.65	151.62
Mean skew of posteriors	0.23	0.29	0.26	0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	61.00	7.00	72.00	32.00
Prop. of total	0.90	0.10	0.69	0.31
Prop. median less than 1	0.10	0.71	0.53	0.56
Prop. median less than 10	0.16	0.86	0.67	0.94
Prop. median less than 50	0.23	1.00	0.75	0.94
Median of the median values	977.20	0.26	0.45	0.30
Mean of the median values	1,287.71	7.51	170.77	22.05
Mean skew of posteriors	0.29	0.23	0.19	0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta_H	1
beta0_dsr	1
beta0_pelagic	2
beta0_pH	9
beta0_slope	1
beta0_yellow	1
beta1_pelagic	2
beta1_pH	6
beta1_yellow	1
beta2_pH	17
beta2_yellow	1
beta3_pelagic	1
beta3_pH	3
H_ay	5
H_ayu	6
Hb_ayu	5
Hd_ay	1
Hd_ayg	1
Ho_ay	1
Ho_ayu	8
Hp_ay	5
Hp_ayu	6
Hs_ay	1
Hs_ayg	1
Hs_ayu	5
Hy_ay	34
Hy_ayg	14
Hy_ayu	9
mu_beta1_pH	1
mu_beta2_pH	3
p_dsr	1
p_pelagic	1
p_slope	1
p_yellow	52
pH	17
R_ay	3
R_ayg	4
R_ayu	4
Rb_ayg	4
Rb_ayu	3
Rd_ay	4
Rd_ayg	6
Rd_ayu	3
re_dsr	1
re_pelagic	7
re_pH	50
re_slope	1
Ro_ay	11
Ro_ayg	14
Ro_ayu	29
Rp_ay	3
Rp_ayg	4
Rp_ayu	3
Rs_ay	5
Rs_ayg	10
Rs_ayu	14
Ry_ay	11
Ry_ayg	8
Ry_ayu	25
sd2_wt	3
tau_beta0_pH	1
tau_beta2_pH	1

Parameter estimates:

Summary Table of Parameter Estimates

Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.018	0.070	-0.145	-0.020	0.132
mu_bc_H[2]	0.080	0.053	-0.023	0.079	0.192
mu_bc_H[3]	-0.274	0.068	-0.401	-0.275	-0.138
mu_bc_H[4]	-0.927	0.180	-1.284	-0.924	-0.580
mu_bc_H[5]	1.306	1.043	0.126	1.068	3.879
mu_bc_H[6]	-2.348	0.315	-2.958	-2.348	-1.727
mu_bc_H[7]	-0.454	0.102	-0.662	-0.452	-0.262
mu_bc_H[8]	0.266	0.356	-0.331	0.238	1.028
mu_bc_H[9]	-0.254	0.125	-0.501	-0.254	-0.001
mu_bc_H[10]	0.048	0.064	-0.075	0.048	0.177
mu_bc_H[11]	-0.128	0.037	-0.199	-0.128	-0.057
mu_bc_H[12]	-0.252	0.110	-0.478	-0.246	-0.045
mu_bc_H[13]	-0.157	0.074	-0.299	-0.158	-0.010
mu_bc_H[14]	-0.311	0.089	-0.490	-0.310	-0.139
mu_bc_H[15]	-0.336	0.047	-0.427	-0.336	-0.243
mu_bc_H[16]	-0.206	0.370	-0.854	-0.236	0.602
mu_bc_R[1]	1.039	0.119	0.803	1.039	1.276
mu_bc_R[2]	1.026	0.074	0.874	1.031	1.164
mu_bc_R[3]	0.234	0.094	0.046	0.236	0.413
mu_bc_R[4]	0.641	0.204	0.222	0.646	1.019
mu_bc_R[5]	1.672	0.377	0.917	1.675	2.421
mu_bc_R[6]	-1.390	0.336	-2.050	-1.390	-0.721
mu_bc_R[7]	0.511	0.171	0.161	0.514	0.839
mu_bc_R[8]	0.665	0.148	0.385	0.664	0.967
mu_bc_R[9]	0.384	0.167	0.034	0.388	0.701
mu_bc_R[10]	0.884	0.101	0.680	0.884	1.076
mu_bc_R[11]	1.104	0.075	0.956	1.105	1.252
mu_bc_R[12]	0.877	0.163	0.552	0.878	1.194
mu_bc_R[13]	1.046	0.090	0.867	1.049	1.219
mu_bc_R[14]	0.854	0.119	0.623	0.855	1.081
mu_bc_R[15]	0.797	0.096	0.606	0.797	0.982
mu_bc_R[16]	1.349	0.107	1.133	1.353	1.556
tau_pH[1]	2.568	0.194	2.214	2.561	2.968
tau_pH[2]	1.634	0.157	1.347	1.625	1.960
tau_pH[3]	1.319	0.121	1.099	1.314	1.568
tau_pH[4]	1.194	0.157	0.915	1.182	1.538
tau_pH[5]	0.438	0.076	0.306	0.432	0.601
beta0_pH[1,1]	0.502	0.180	0.138	0.507	0.833
beta0_pH[2,1]	1.314	0.231	0.814	1.325	1.738
beta0_pH[3,1]	1.082	0.441	0.035	1.210	1.655
beta0_pH[4,1]	1.388	0.359	0.381	1.439	1.911
beta0_pH[5,1]	-0.762	0.369	-1.594	-0.731	-0.142
beta0_pH[6,1]	-0.581	0.489	-1.808	-0.425	0.015
beta0_pH[7,1]	0.758	0.011	0.737	0.758	0.778
beta0_pH[8,1]	-0.592	0.305	-1.267	-0.577	-0.064
beta0_pH[9,1]	-0.310	0.297	-0.976	-0.290	0.222
beta0_pH[10,1]	0.259	0.208	-0.171	0.269	0.640
beta0_pH[11,1]	0.155	0.290	-0.420	0.152	0.700
beta0_pH[12,1]	0.749	0.194	0.341	0.759	1.111
beta0_pH[13,1]	-0.642	0.163	-0.984	-0.630	-0.358
beta0_pH[14,1]	-0.017	0.163	-0.344	-0.012	0.293
beta0_pH[15,1]	0.036	0.186	-0.349	0.056	0.356
beta0_pH[16,1]	-0.622	0.215	-1.105	-0.596	-0.258
beta0_pH[1,2]	2.562	0.085	2.399	2.561	2.735
beta0_pH[2,2]	3.079	0.022	3.037	3.079	3.124
beta0_pH[3,2]	3.625	0.041	3.545	3.624	3.706
beta0_pH[4,2]	2.935	0.019	2.898	2.935	2.973
beta0_pH[5,2]	4.571	1.528	2.727	4.296	8.306
beta0_pH[6,2]	3.328	0.159	3.031	3.325	3.657
beta0_pH[7,2]	2.031	0.050	1.935	2.031	2.129
beta0_pH[8,2]	2.823	0.064	2.700	2.822	2.952
beta0_pH[9,2]	3.955	0.209	3.557	3.950	4.379
beta0_pH[10,2]	3.991	0.127	3.739	3.988	4.251
beta0_pH[11,2]	1.885	0.009	1.868	1.885	1.903
beta0_pH[12,2]	1.788	0.067	1.660	1.786	1.923
beta0_pH[13,2]	2.497	0.026	2.445	2.497	2.550
beta0_pH[14,2]	1.803	0.024	1.756	1.802	1.850
beta0_pH[15,2]	2.544	0.017	2.511	2.544	2.577
beta0_pH[16,2]	2.760	0.025	2.711	2.760	2.809
beta0_pH[1,3]	1.088	0.362	0.166	1.162	1.626
beta0_pH[2,3]	2.126	0.018	2.091	2.126	2.161
beta0_pH[3,3]	2.692	0.024	2.646	2.692	2.738
beta0_pH[4,3]	2.980	0.035	2.914	2.980	3.050
beta0_pH[5,3]	3.413	2.297	0.893	2.804	9.706
beta0_pH[6,3]	1.339	0.363	0.710	1.317	2.133
beta0_pH[7,3]	0.860	0.049	0.768	0.860	0.955
beta0_pH[8,3]	0.267	0.228	-0.157	0.293	0.584
beta0_pH[9,3]	-2.143	0.958	-4.214	-2.086	-0.470
beta0_pH[10,3]	-0.525	0.834	-2.513	-0.412	0.783
beta0_pH[11,3]	1.103	0.452	0.149	1.138	1.914
beta0_pH[12,3]	1.046	0.629	-0.231	1.031	2.242
beta0_pH[13,3]	0.974	0.451	0.032	1.004	1.782
beta0_pH[14,3]	0.561	0.412	-0.319	0.589	1.271
beta0_pH[15,3]	0.687	0.373	-0.108	0.710	1.355
beta0_pH[16,3]	1.219	0.590	0.153	1.191	2.385
beta0_pH[11,4]	0.804	0.472	-0.398	0.836	1.650
beta0_pH[12,4]	0.887	0.647	-0.457	0.861	2.190
beta0_pH[13,4]	0.669	0.511	-0.557	0.699	1.609
beta0_pH[14,4]	0.387	0.427	-0.537	0.396	1.154
beta0_pH[15,4]	0.501	0.484	-0.600	0.557	1.381
beta0_pH[16,4]	0.762	0.499	-0.308	0.778	1.686
beta0_pH[11,5]	2.963	0.142	2.698	2.960	3.257
beta0_pH[12,5]	-0.699	0.584	-1.830	-0.698	0.452
beta0_pH[13,5]	4.864	0.398	4.125	4.844	5.677
beta0_pH[14,5]	3.879	0.351	3.234	3.868	4.591
beta0_pH[15,5]	2.284	0.125	2.046	2.282	2.543
beta0_pH[16,5]	0.301	0.101	0.160	0.283	0.547
beta1_pH[1,1]	2.828	0.600	1.846	2.750	4.237
beta1_pH[2,1]	2.004	0.597	1.072	1.905	3.494
beta1_pH[3,1]	2.438	0.861	1.363	2.126	4.340
beta1_pH[4,1]	2.378	0.698	1.368	2.221	4.100
beta1_pH[5,1]	2.272	0.465	1.504	2.228	3.300
beta1_pH[6,1]	2.102	0.699	1.173	1.947	4.039
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.163	0.528	1.305	2.110	3.369
beta1_pH[9,1]	2.117	0.627	1.203	1.989	3.665
beta1_pH[10,1]	2.179	0.393	1.550	2.128	3.093
beta1_pH[11,1]	3.227	0.449	2.426	3.191	4.103
beta1_pH[12,1]	2.676	0.286	2.132	2.667	3.262
beta1_pH[13,1]	3.419	0.255	2.991	3.398	3.953
beta1_pH[14,1]	2.853	0.293	2.310	2.841	3.453
beta1_pH[15,1]	2.408	0.265	1.916	2.393	2.915
beta1_pH[16,1]	3.580	0.296	3.098	3.546	4.249
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	1.969	0.999	0.222	1.866	4.484
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	4.780	2.593	1.244	4.123	11.592
beta1_pH[9,3]	7.220	2.423	3.290	6.949	12.777
beta1_pH[10,3]	6.464	2.560	2.882	5.954	12.454
beta1_pH[11,3]	2.191	0.487	1.291	2.180	3.179
beta1_pH[12,3]	2.993	0.629	1.818	2.977	4.310
beta1_pH[13,3]	2.017	0.476	1.118	2.009	2.990
beta1_pH[14,3]	2.220	0.460	1.394	2.195	3.188
beta1_pH[15,3]	2.139	0.435	1.330	2.126	3.041
beta1_pH[16,3]	3.267	0.644	2.015	3.300	4.486
beta1_pH[11,4]	2.041	0.527	1.050	2.025	3.331
beta1_pH[12,4]	2.965	0.660	1.640	2.965	4.321
beta1_pH[13,4]	1.364	0.543	0.302	1.350	2.616
beta1_pH[14,4]	1.989	0.492	1.081	1.994	3.005
beta1_pH[15,4]	1.522	0.532	0.487	1.490	2.711
beta1_pH[16,4]	3.279	0.595	2.199	3.266	4.497
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	0.801	0.594	0.280	0.608	2.859
beta2_pH[2,1]	0.834	0.793	0.123	0.547	3.173
beta2_pH[3,1]	0.688	0.671	0.104	0.437	2.613
beta2_pH[4,1]	0.642	0.563	0.122	0.451	2.372
beta2_pH[5,1]	1.974	2.137	0.275	1.363	7.726
beta2_pH[6,1]	1.121	1.990	0.123	0.442	6.135
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	0.876	1.768	0.155	0.389	5.540
beta2_pH[9,1]	0.952	1.740	0.165	0.463	5.618
beta2_pH[10,1]	1.306	1.857	0.235	0.759	6.696
beta2_pH[11,1]	0.493	0.312	0.211	0.404	1.285
beta2_pH[12,1]	1.746	0.870	0.651	1.488	3.773
beta2_pH[13,1]	1.060	0.480	0.534	0.933	2.407
beta2_pH[14,1]	1.274	0.732	0.483	1.037	3.372
beta2_pH[15,1]	1.038	0.628	0.362	0.857	2.917
beta2_pH[16,1]	1.256	0.487	0.657	1.155	2.655
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	7.121	6.512	0.207	5.503	23.000
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	1.665	1.578	0.239	1.143	6.193
beta2_pH[9,3]	0.295	0.590	0.096	0.201	1.018
beta2_pH[10,3]	0.388	0.596	0.108	0.267	1.317
beta2_pH[11,3]	-6.473	4.747	-18.498	-5.313	-0.712
beta2_pH[12,3]	-7.101	4.714	-18.742	-6.138	-1.014
beta2_pH[13,3]	-6.539	4.686	-18.594	-5.322	-1.081
beta2_pH[14,3]	-6.632	4.674	-18.846	-5.350	-1.315
beta2_pH[15,3]	-6.779	4.698	-18.907	-5.574	-1.116
beta2_pH[16,3]	-6.755	4.508	-18.645	-5.450	-1.584
beta2_pH[11,4]	-4.961	4.228	-17.372	-3.584	-0.599
beta2_pH[12,4]	-4.585	4.243	-17.143	-2.934	-0.779
beta2_pH[13,4]	-5.116	4.138	-17.008	-3.749	-0.870
beta2_pH[14,4]	-4.936	3.882	-17.344	-3.683	-1.277
beta2_pH[15,4]	-5.128	4.091	-17.129	-3.733	-0.813
beta2_pH[16,4]	-5.785	3.914	-17.541	-4.551	-1.575
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	35.333	1.319	33.082	35.222	38.188
beta3_pH[2,1]	33.809	2.441	30.531	33.264	40.634
beta3_pH[3,1]	33.029	2.779	27.376	32.948	39.377
beta3_pH[4,1]	33.207	2.214	29.617	33.009	38.264
beta3_pH[5,1]	27.695	1.237	25.987	27.524	30.821
beta3_pH[6,1]	32.542	2.832	26.443	32.858	38.392
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	34.679	3.278	28.435	34.901	40.127
beta3_pH[9,1]	32.692	3.020	28.117	32.064	41.664
beta3_pH[10,1]	32.601	1.359	30.402	32.494	35.780
beta3_pH[11,1]	31.490	1.089	29.513	31.448	33.809
beta3_pH[12,1]	30.763	0.480	29.716	30.794	31.582
beta3_pH[13,1]	31.378	0.520	30.432	31.350	32.479
beta3_pH[14,1]	32.330	0.706	31.155	32.273	33.819
beta3_pH[15,1]	30.823	0.738	29.342	30.876	32.181
beta3_pH[16,1]	29.970	0.368	29.298	29.950	30.695
beta3_pH[1,2]	33.942	5.180	25.454	34.155	42.521
beta3_pH[2,2]	33.939	5.156	25.554	33.911	42.522
beta3_pH[3,2]	30.602	7.230	18.568	30.768	42.345
beta3_pH[4,2]	30.532	7.182	18.664	30.540	42.368
beta3_pH[5,2]	30.529	7.231	18.534	30.617	42.392
beta3_pH[6,2]	30.697	7.174	18.679	30.542	42.465
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	38.593	2.883	31.809	39.775	42.043
beta3_pH[2,3]	34.184	5.181	25.454	34.285	42.565
beta3_pH[3,3]	30.543	7.225	18.656	30.513	42.432
beta3_pH[4,3]	30.227	7.323	18.564	30.044	42.427
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	42.067	1.132	39.715	41.982	43.870
beta3_pH[9,3]	36.049	1.793	34.526	35.380	41.383
beta3_pH[10,3]	37.749	2.450	34.642	37.080	43.318
beta3_pH[11,3]	40.723	0.972	39.067	40.707	42.685
beta3_pH[12,3]	41.826	1.069	39.137	42.272	42.855
beta3_pH[13,3]	41.357	0.685	40.004	41.352	42.738
beta3_pH[14,3]	40.476	0.662	39.149	40.523	41.700
beta3_pH[15,3]	40.687	0.550	39.615	40.690	41.765
beta3_pH[16,3]	41.968	0.402	41.097	41.995	42.739
beta3_pH[11,4]	40.401	0.919	38.776	40.309	42.313
beta3_pH[12,4]	41.652	0.947	39.466	41.976	42.835
beta3_pH[13,4]	41.558	1.030	39.252	41.698	42.939
beta3_pH[14,4]	40.441	0.685	39.076	40.469	41.713
beta3_pH[15,4]	41.224	0.907	39.441	41.257	42.812
beta3_pH[16,4]	41.646	0.401	40.926	41.631	42.570
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.261	0.021	0.222	0.261	0.303
beta4_pH[2,1]	0.211	0.005	0.201	0.210	0.221
beta4_pH[3,1]	0.172	0.007	0.158	0.172	0.186
beta4_pH[4,1]	0.294	0.011	0.271	0.294	0.316
beta4_pH[5,1]	0.421	0.246	0.087	0.389	0.934
beta4_pH[6,1]	0.755	0.353	0.305	0.713	1.430
beta4_pH[7,1]	0.851	0.336	0.353	0.799	1.659
beta4_pH[8,1]	0.151	0.068	0.043	0.144	0.299
beta4_pH[9,1]	0.214	0.088	0.062	0.208	0.398
beta4_pH[10,1]	0.001	0.001	0.000	0.001	0.003
beta4_pH[11,1]	0.446	0.012	0.423	0.445	0.469
beta4_pH[12,1]	0.607	0.024	0.561	0.607	0.657
beta4_pH[13,1]	0.632	0.013	0.607	0.631	0.658
beta4_pH[14,1]	0.660	0.030	0.603	0.659	0.721
beta4_pH[15,1]	0.796	0.021	0.757	0.795	0.838
beta4_pH[16,1]	1.079	0.044	0.994	1.079	1.168
beta4_pH[1,2]	0.305	0.095	0.141	0.298	0.508
beta4_pH[2,2]	0.513	0.023	0.468	0.513	0.560
beta4_pH[3,2]	0.446	0.012	0.423	0.446	0.469
beta4_pH[4,2]	0.655	0.037	0.582	0.656	0.731
beta4_pH[5,2]	0.742	0.909	0.119	0.533	2.575
beta4_pH[6,2]	0.899	0.706	0.216	0.733	2.649
beta4_pH[7,2]	0.898	0.415	0.349	0.824	1.977
beta4_pH[8,2]	0.850	0.205	0.483	0.834	1.287
beta4_pH[9,2]	1.183	1.200	0.301	0.881	4.011
beta4_pH[10,2]	0.456	0.050	0.360	0.455	0.557
beta4_pH[11,2]	1.269	0.050	1.170	1.268	1.368
beta4_pH[12,2]	0.564	0.110	0.360	0.560	0.794
beta4_pH[13,2]	0.944	0.045	0.858	0.943	1.034
beta4_pH[14,2]	0.932	0.062	0.815	0.932	1.058
beta4_pH[15,2]	1.011	0.026	0.960	1.011	1.063
beta4_pH[16,2]	1.303	0.087	1.130	1.301	1.472
beta4_pH[1,3]	0.278	0.086	0.123	0.275	0.452
beta4_pH[2,3]	0.051	0.017	0.020	0.050	0.088
beta4_pH[3,3]	0.052	0.010	0.033	0.052	0.072
beta4_pH[4,3]	0.172	0.031	0.110	0.172	0.234
beta4_pH[5,3]	0.772	0.866	0.120	0.573	2.691
beta4_pH[6,3]	0.877	0.710	0.195	0.710	2.558
beta4_pH[7,3]	0.900	0.427	0.345	0.820	1.968
beta4_pH[8,3]	0.413	0.198	0.099	0.387	0.874
beta4_pH[9,3]	0.959	1.007	0.171	0.706	3.172
beta4_pH[10,3]	0.060	0.042	0.003	0.053	0.157
beta4_pH[11,3]	0.364	0.016	0.334	0.363	0.394
beta4_pH[12,3]	0.423	0.044	0.337	0.422	0.513
beta4_pH[13,3]	0.840	0.037	0.768	0.838	0.917
beta4_pH[14,3]	0.822	0.064	0.706	0.820	0.955
beta4_pH[15,3]	0.635	0.017	0.602	0.635	0.667
beta4_pH[16,3]	0.596	0.047	0.509	0.594	0.695
beta4_pH[1,4]	0.634	0.406	0.212	0.549	1.520
beta4_pH[2,4]	0.795	0.807	0.099	0.563	2.981
beta4_pH[3,4]	0.871	0.976	0.115	0.614	3.374
beta4_pH[4,4]	0.731	0.478	0.213	0.620	1.861
beta4_pH[5,4]	0.747	0.762	0.106	0.580	2.451
beta4_pH[6,4]	0.895	0.724	0.219	0.723	2.627
beta4_pH[7,4]	0.888	0.419	0.361	0.815	1.795
beta4_pH[8,4]	0.741	0.641	0.145	0.593	2.333
beta4_pH[9,4]	0.775	0.864	0.116	0.576	2.622
beta4_pH[10,4]	1.390	2.936	0.008	0.372	10.771
beta4_pH[11,4]	0.443	0.017	0.410	0.443	0.477
beta4_pH[12,4]	0.553	0.055	0.447	0.552	0.664
beta4_pH[13,4]	0.923	0.036	0.855	0.923	0.993
beta4_pH[14,4]	0.913	0.072	0.774	0.913	1.062
beta4_pH[15,4]	0.713	0.020	0.674	0.713	0.753
beta4_pH[16,4]	0.608	0.050	0.515	0.607	0.711
beta4_pH[1,5]	0.636	0.374	0.214	0.558	1.551
beta4_pH[2,5]	0.813	0.841	0.113	0.586	2.871
beta4_pH[3,5]	0.876	1.023	0.112	0.597	3.282
beta4_pH[4,5]	0.727	0.444	0.206	0.625	1.907
beta4_pH[5,5]	0.738	0.778	0.114	0.554	2.504
beta4_pH[6,5]	0.899	0.729	0.209	0.718	2.654
beta4_pH[7,5]	0.888	0.479	0.344	0.813	1.836
beta4_pH[8,5]	0.747	0.648	0.148	0.595	2.325
beta4_pH[9,5]	0.752	0.806	0.104	0.551	2.574
beta4_pH[10,5]	1.474	3.105	0.008	0.393	10.814
beta4_pH[11,5]	0.602	0.052	0.503	0.601	0.707
beta4_pH[12,5]	0.581	0.174	0.300	0.560	0.975
beta4_pH[13,5]	0.779	0.062	0.666	0.775	0.910
beta4_pH[14,5]	0.846	0.118	0.638	0.841	1.093
beta4_pH[15,5]	1.145	0.074	1.005	1.143	1.293
beta4_pH[16,5]	15.264	4.756	6.927	15.035	24.116
beta0_pelagic[1]	2.269	0.037	2.200	2.268	2.344
beta0_pelagic[2]	1.537	0.007	1.524	1.538	1.551
beta0_pelagic[3]	0.136	0.254	-0.446	0.173	0.533
beta0_pelagic[4]	0.245	0.203	-0.171	0.256	0.625
beta0_pelagic[5]	1.445	0.154	1.151	1.447	1.750
beta0_pelagic[6]	1.354	0.060	1.243	1.351	1.475
beta0_pelagic[7]	1.481	0.039	1.411	1.479	1.566
beta0_pelagic[8]	1.675	0.043	1.595	1.673	1.765
beta0_pelagic[9]	2.793	0.066	2.675	2.790	2.931
beta0_pelagic[10]	2.603	0.032	2.543	2.602	2.668
beta0_pelagic[11]	-0.098	0.147	-0.402	-0.097	0.178
beta0_pelagic[12]	1.799	0.035	1.734	1.798	1.871
beta0_pelagic[13]	-0.768	0.418	-1.456	-0.784	0.042
beta0_pelagic[14]	-0.274	0.154	-0.607	-0.260	-0.003
beta0_pelagic[15]	-0.221	0.047	-0.360	-0.202	-0.182
beta0_pelagic[16]	-0.463	0.336	-1.336	-0.407	0.041
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.804	0.291	0.342	0.766	1.573
beta1_pelagic[4]	0.799	0.224	0.374	0.796	1.225
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.082	0.210	0.683	1.073	1.523
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	2.608	0.494	1.638	2.621	3.441
beta1_pelagic[14]	1.744	0.370	1.146	1.701	2.558
beta1_pelagic[15]	0.112	0.158	0.001	0.031	0.557
beta1_pelagic[16]	1.697	0.627	0.815	1.598	3.300
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.000	5.847	0.190	4.325	20.922
beta2_pelagic[4]	7.688	6.182	0.395	6.211	22.941
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	2.084	1.637	0.374	1.526	6.366
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	0.192	0.071	0.104	0.176	0.377
beta2_pelagic[14]	0.850	0.795	0.239	0.605	3.198
beta2_pelagic[15]	2.561	1.870	0.131	2.178	6.958
beta2_pelagic[16]	0.610	0.950	0.102	0.311	3.816
beta3_pelagic[1]	33.203	5.816	23.460	33.218	42.548
beta3_pelagic[2]	32.975	5.716	23.513	32.978	42.490
beta3_pelagic[3]	27.177	2.632	23.420	26.428	32.032
beta3_pelagic[4]	26.131	1.353	23.634	26.250	29.189
beta3_pelagic[5]	29.725	6.552	18.674	29.809	40.512
beta3_pelagic[6]	29.571	6.655	18.644	29.744	40.514
beta3_pelagic[7]	29.508	6.581	18.670	29.349	40.358
beta3_pelagic[8]	29.333	6.590	18.558	29.377	40.353
beta3_pelagic[9]	29.534	6.567	18.518	29.620	40.362
beta3_pelagic[10]	29.636	6.701	18.641	29.580	40.524
beta3_pelagic[11]	30.102	1.020	28.145	30.089	32.024
beta3_pelagic[12]	32.396	5.434	23.516	32.440	41.487
beta3_pelagic[13]	32.629	3.790	26.103	32.388	40.496
beta3_pelagic[14]	34.100	1.605	31.426	33.935	37.940
beta3_pelagic[15]	34.171	5.813	23.714	35.266	41.693
beta3_pelagic[16]	32.055	2.826	27.577	31.641	39.224
beta0_yellow[1]	-0.485	0.081	-0.639	-0.485	-0.323
beta0_yellow[2]	0.553	0.071	0.408	0.556	0.685
beta0_yellow[3]	-0.216	0.128	-0.466	-0.223	0.014
beta0_yellow[4]	0.810	0.393	-0.521	0.917	1.188
beta0_yellow[5]	0.249	0.331	-0.455	0.264	0.838
beta0_yellow[6]	0.816	0.106	0.615	0.815	1.030
beta0_yellow[7]	1.000	0.093	0.818	1.000	1.185
beta0_yellow[8]	1.027	0.091	0.845	1.026	1.213
beta0_yellow[9]	0.459	0.101	0.262	0.459	0.659
beta0_yellow[10]	0.537	0.072	0.400	0.538	0.676
beta0_yellow[11]	-0.228	0.120	-0.484	-0.221	-0.016
beta0_yellow[12]	-1.087	0.094	-1.270	-1.086	-0.904
beta0_yellow[13]	-1.360	0.170	-1.701	-1.352	-1.074
beta0_yellow[14]	-0.247	0.136	-0.545	-0.237	-0.020
beta0_yellow[15]	-1.245	0.134	-1.585	-1.225	-1.031
beta0_yellow[16]	-0.260	0.094	-0.449	-0.258	-0.083
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	0.998	0.225	0.580	0.991	1.454
beta1_yellow[3]	0.486	0.255	0.020	0.498	0.923
beta1_yellow[4]	1.470	0.738	0.633	1.228	3.490
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	0.447	0.413	0.012	0.374	1.473
beta1_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[13]	1.235	1.128	0.025	0.863	4.448
beta1_yellow[14]	0.553	0.672	0.012	0.397	2.642
beta1_yellow[15]	0.747	1.334	0.011	0.130	4.666
beta1_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-7.887	5.765	-21.853	-6.684	-0.527
beta2_yellow[3]	-7.729	5.926	-21.972	-6.436	-0.424
beta2_yellow[4]	-4.936	5.728	-19.914	-2.593	-0.103
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-8.238	6.023	-22.239	-7.022	-0.449
beta2_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[13]	-4.185	4.592	-15.926	-1.950	-0.278
beta2_yellow[14]	-7.625	4.874	-17.491	-7.540	-0.505
beta2_yellow[15]	-8.051	5.945	-22.269	-6.970	-0.255
beta2_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.742	0.897	27.282	28.650	30.876
beta3_yellow[3]	32.272	3.255	23.130	32.473	37.956
beta3_yellow[4]	30.140	3.637	23.019	29.117	36.907
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	33.501	2.818	29.567	32.976	41.147
beta3_yellow[12]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[13]	33.372	2.826	29.202	33.376	40.254
beta3_yellow[14]	33.927	3.221	29.245	33.647	42.034
beta3_yellow[15]	34.566	4.184	29.116	34.390	42.510
beta3_yellow[16]	25.000	0.000	25.000	25.000	25.000
beta0_black[1]	0.014	0.075	-0.130	0.013	0.162
beta0_black[2]	1.856	0.032	1.795	1.856	1.918
beta0_black[3]	1.239	0.037	1.167	1.239	1.312
beta0_black[4]	2.424	0.046	2.329	2.424	2.515
beta0_black[5]	5.221	2.508	1.885	4.652	11.591
beta0_black[6]	5.278	2.188	2.655	4.708	11.345
beta0_black[7]	4.129	2.123	1.668	3.549	10.038
beta0_black[8]	0.868	0.210	0.467	0.860	1.297
beta0_black[9]	2.820	0.267	2.308	2.819	3.344
beta0_black[10]	1.286	0.050	1.191	1.285	1.385
beta0_black[11]	2.978	0.053	2.878	2.977	3.083
beta0_black[12]	4.911	0.188	4.550	4.909	5.278
beta0_black[13]	0.468	0.347	0.021	0.392	1.234
beta0_black[14]	2.848	0.106	2.643	2.848	3.058
beta0_black[15]	0.722	0.053	0.618	0.722	0.823
beta0_black[16]	3.773	0.072	3.633	3.772	3.911
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.437	1.765	-6.817	-2.001	-0.268
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	37.148	3.422	26.874	38.050	40.820
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.327	0.095	-0.519	-0.326	-0.147
beta4_black[2]	0.257	0.054	0.153	0.255	0.364
beta4_black[3]	-0.719	0.062	-0.844	-0.719	-0.598
beta4_black[4]	0.629	0.131	0.381	0.631	0.885
beta4_black[5]	0.777	1.479	-1.278	0.507	4.267
beta4_black[6]	0.864	1.469	-0.833	0.546	4.356
beta4_black[7]	0.748	1.499	-1.065	0.481	4.054
beta4_black[8]	0.102	0.277	-0.462	0.113	0.595
beta4_black[9]	1.028	0.835	-0.075	0.851	3.122
beta4_black[10]	0.074	0.066	-0.057	0.076	0.204
beta4_black[11]	-0.608	0.066	-0.736	-0.610	-0.474
beta4_black[12]	1.236	0.291	0.684	1.229	1.839
beta4_black[13]	-1.004	0.075	-1.151	-1.003	-0.861
beta4_black[14]	0.223	0.177	-0.119	0.220	0.567
beta4_black[15]	0.001	0.046	-0.088	0.001	0.090
beta4_black[16]	-0.415	0.118	-0.645	-0.417	-0.186
beta0_dsr[11]	-0.329	0.009	-0.347	-0.329	-0.311
beta0_dsr[12]	1.410	0.044	1.327	1.410	1.498
beta0_dsr[13]	0.155	0.021	0.114	0.155	0.197
beta0_dsr[14]	-0.127	0.017	-0.160	-0.127	-0.092
beta0_dsr[15]	0.205	0.014	0.177	0.205	0.233
beta0_dsr[16]	0.169	0.017	0.135	0.169	0.202
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	0.544	0.036	0.472	0.545	0.613
beta4_dsr[12]	0.800	0.230	0.370	0.795	1.276
beta4_dsr[13]	-0.078	0.040	-0.157	-0.078	0.000
beta4_dsr[14]	-0.208	0.072	-0.355	-0.208	-0.067
beta4_dsr[15]	0.217	0.021	0.174	0.217	0.259
beta4_dsr[16]	-0.059	0.046	-0.150	-0.058	0.028
beta0_slope[11]	-2.209	0.021	-2.252	-2.209	-2.168
beta0_slope[12]	-5.179	0.221	-5.642	-5.168	-4.792
beta0_slope[13]	-1.501	0.035	-1.570	-1.501	-1.432
beta0_slope[14]	-2.713	0.051	-2.816	-2.712	-2.617
beta0_slope[15]	-1.592	0.022	-1.635	-1.592	-1.548
beta0_slope[16]	-2.694	0.042	-2.776	-2.696	-2.612
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.334	0.076	-0.482	-0.334	-0.185
beta4_slope[12]	-4.669	0.784	-6.374	-4.630	-3.262
beta4_slope[13]	0.326	0.054	0.216	0.327	0.432
beta4_slope[14]	-0.158	0.151	-0.456	-0.155	0.137
beta4_slope[15]	-0.360	0.034	-0.426	-0.361	-0.294
beta4_slope[16]	-0.101	0.100	-0.307	-0.099	0.089
beta5_slope[11]	3.064	0.106	2.868	3.061	3.285
beta5_slope[12]	2.025	0.388	1.322	2.007	2.846
beta5_slope[13]	0.879	0.080	0.724	0.880	1.035
beta5_slope[14]	3.753	0.350	3.117	3.740	4.490
beta5_slope[15]	1.307	0.072	1.169	1.307	1.444
beta5_slope[16]	2.725	0.233	2.294	2.720	3.191
tau_comp[1]	3.783	0.295	3.230	3.775	4.388
tau_comp[2]	2.884	0.261	2.399	2.875	3.413
tau_comp[3]	0.869	0.074	0.732	0.865	1.021
tau_comp[4]	1.782	0.271	1.317	1.758	2.371
tau_comp[5]	1.265	0.185	0.943	1.250	1.658
sigma_H[1]	0.207	0.048	0.122	0.203	0.310
sigma_H[2]	0.175	0.029	0.126	0.172	0.242
sigma_H[3]	0.188	0.041	0.115	0.185	0.276
sigma_H[4]	0.460	0.082	0.327	0.453	0.644
sigma_H[5]	0.962	0.199	0.595	0.954	1.384
sigma_H[6]	0.546	0.190	0.184	0.539	0.931
sigma_H[7]	0.310	0.061	0.213	0.302	0.448
sigma_H[8]	0.421	0.089	0.275	0.412	0.617
sigma_H[9]	0.514	0.119	0.330	0.498	0.785
sigma_H[10]	0.209	0.040	0.142	0.205	0.300
sigma_H[11]	0.267	0.044	0.191	0.262	0.367
sigma_H[12]	0.382	0.147	0.200	0.338	0.720
sigma_H[13]	0.218	0.037	0.152	0.215	0.300
sigma_H[14]	0.500	0.090	0.341	0.494	0.694
sigma_H[15]	0.232	0.038	0.169	0.228	0.319
sigma_H[16]	0.215	0.042	0.146	0.210	0.311
lambda_H[1]	2.114	3.134	0.079	1.008	10.854
lambda_H[2]	4.961	4.652	0.492	3.659	17.032
lambda_H[3]	5.439	8.168	0.290	2.836	27.785
lambda_H[4]	0.006	0.004	0.001	0.005	0.018
lambda_H[5]	2.161	5.270	0.024	0.637	14.172
lambda_H[6]	6.422	13.734	0.009	0.301	48.382
lambda_H[7]	0.012	0.009	0.002	0.010	0.033
lambda_H[8]	7.974	9.758	0.125	4.533	36.375
lambda_H[9]	0.015	0.010	0.003	0.013	0.039
lambda_H[10]	0.225	0.280	0.027	0.155	0.791
lambda_H[11]	0.242	0.384	0.010	0.110	1.142
lambda_H[12]	3.590	4.446	0.161	2.223	14.946
lambda_H[13]	3.097	2.813	0.279	2.266	11.332
lambda_H[14]	3.314	3.771	0.211	2.171	13.555
lambda_H[15]	0.019	0.021	0.003	0.014	0.062
lambda_H[16]	0.670	1.100	0.039	0.329	3.093
mu_lambda_H[1]	4.042	1.869	1.013	3.873	8.101
mu_lambda_H[2]	3.686	1.986	0.486	3.491	7.835
mu_lambda_H[3]	3.332	1.795	0.721	3.016	7.387
sigma_lambda_H[1]	8.135	4.410	1.770	7.432	18.181
sigma_lambda_H[2]	8.116	4.766	0.792	7.522	18.283
sigma_lambda_H[3]	6.087	3.986	0.995	5.161	16.132
beta_H[1,1]	6.490	1.318	3.273	6.727	8.461
beta_H[2,1]	9.741	0.635	8.348	9.782	10.826
beta_H[3,1]	7.850	0.768	6.089	7.935	9.133
beta_H[4,1]	10.610	7.817	-4.746	10.555	25.843
beta_H[5,1]	-0.342	2.575	-5.414	-0.258	4.270
beta_H[6,1]	3.032	4.350	-7.490	4.647	8.078
beta_H[7,1]	1.412	5.640	-10.473	1.824	11.272
beta_H[8,1]	1.122	2.758	-2.455	1.231	3.336
beta_H[9,1]	13.735	5.707	3.194	13.608	25.316
beta_H[10,1]	6.783	1.833	3.029	6.837	10.317
beta_H[11,1]	4.977	3.443	-2.562	5.666	9.832
beta_H[12,1]	2.576	1.094	0.669	2.514	4.863
beta_H[13,1]	9.096	0.878	7.166	9.170	10.592
beta_H[14,1]	2.117	1.002	0.141	2.123	4.175
beta_H[15,1]	-7.108	3.380	-13.192	-7.259	0.369
beta_H[16,1]	3.594	2.624	-0.882	3.342	9.347
beta_H[1,2]	7.779	0.268	7.246	7.789	8.279
beta_H[2,2]	9.879	0.161	9.560	9.881	10.193
beta_H[3,2]	8.796	0.199	8.399	8.797	9.190
beta_H[4,2]	3.024	1.435	0.309	2.974	5.905
beta_H[5,2]	1.691	0.979	-0.217	1.691	3.597
beta_H[6,2]	5.996	1.091	3.569	6.163	7.767
beta_H[7,2]	2.380	1.053	0.521	2.330	4.644
beta_H[8,2]	3.046	0.885	1.502	3.140	4.265
beta_H[9,2]	3.157	1.084	1.016	3.156	5.339
beta_H[10,2]	8.045	0.364	7.262	8.055	8.729
beta_H[11,2]	9.807	0.632	8.841	9.705	11.193
beta_H[12,2]	3.935	0.371	3.272	3.917	4.679
beta_H[13,2]	9.152	0.242	8.687	9.144	9.657
beta_H[14,2]	4.032	0.346	3.396	4.034	4.729
beta_H[15,2]	11.559	0.615	10.227	11.581	12.699
beta_H[16,2]	4.524	0.798	3.048	4.520	6.084
beta_H[1,3]	8.449	0.257	7.985	8.435	8.970
beta_H[2,3]	9.852	0.149	9.565	9.849	10.154
beta_H[3,3]	9.466	0.162	9.155	9.461	9.789
beta_H[4,3]	-2.162	0.866	-3.828	-2.171	-0.445
beta_H[5,3]	3.870	0.625	2.569	3.892	5.023
beta_H[6,3]	8.316	1.157	6.638	8.038	10.830
beta_H[7,3]	-2.564	0.636	-3.819	-2.550	-1.351
beta_H[8,3]	5.259	0.449	4.675	5.201	6.285
beta_H[9,3]	-2.672	0.701	-4.123	-2.667	-1.290
beta_H[10,3]	8.564	0.278	8.020	8.559	9.123
beta_H[11,3]	8.510	0.294	7.875	8.535	9.029
beta_H[12,3]	5.287	0.318	4.552	5.328	5.799
beta_H[13,3]	8.857	0.182	8.486	8.859	9.223
beta_H[14,3]	5.789	0.270	5.185	5.813	6.260
beta_H[15,3]	10.270	0.302	9.685	10.264	10.899
beta_H[16,3]	6.167	0.563	4.999	6.210	7.187
beta_H[1,4]	8.097	0.190	7.710	8.107	8.433
beta_H[2,4]	9.839	0.125	9.582	9.846	10.071
beta_H[3,4]	9.965	0.153	9.638	9.974	10.235
beta_H[4,4]	11.819	0.469	10.833	11.826	12.698
beta_H[5,4]	5.616	0.728	4.438	5.545	7.269
beta_H[6,4]	7.147	0.899	5.309	7.370	8.438
beta_H[7,4]	8.547	0.346	7.866	8.557	9.215
beta_H[8,4]	6.709	0.238	6.235	6.716	7.124
beta_H[9,4]	7.438	0.437	6.591	7.435	8.313
beta_H[10,4]	7.540	0.225	7.111	7.535	8.002
beta_H[11,4]	9.509	0.195	9.128	9.508	9.894
beta_H[12,4]	7.253	0.201	6.864	7.251	7.671
beta_H[13,4]	9.068	0.143	8.778	9.073	9.346
beta_H[14,4]	7.841	0.211	7.433	7.838	8.272
beta_H[15,4]	9.484	0.222	9.047	9.483	9.912
beta_H[16,4]	9.384	0.240	8.943	9.370	9.887
beta_H[1,5]	8.897	0.155	8.568	8.899	9.198
beta_H[2,5]	10.673	0.098	10.494	10.668	10.874
beta_H[3,5]	10.766	0.159	10.472	10.756	11.089
beta_H[4,5]	8.349	0.502	7.412	8.339	9.386
beta_H[5,5]	5.188	0.621	3.712	5.276	6.162
beta_H[6,5]	8.902	0.620	7.969	8.798	10.291
beta_H[7,5]	6.567	0.346	5.920	6.560	7.264
beta_H[8,5]	8.230	0.196	7.893	8.218	8.632
beta_H[9,5]	8.196	0.450	7.300	8.205	9.099
beta_H[10,5]	10.044	0.227	9.595	10.044	10.486
beta_H[11,5]	11.590	0.223	11.153	11.591	12.036
beta_H[12,5]	8.602	0.189	8.231	8.603	8.982
beta_H[13,5]	10.134	0.133	9.878	10.132	10.399
beta_H[14,5]	9.249	0.210	8.861	9.239	9.695
beta_H[15,5]	11.306	0.233	10.828	11.310	11.751
beta_H[16,5]	9.860	0.175	9.501	9.864	10.187
beta_H[1,6]	10.119	0.237	9.731	10.084	10.714
beta_H[2,6]	11.472	0.112	11.253	11.473	11.694
beta_H[3,6]	10.614	0.156	10.278	10.625	10.897
beta_H[4,6]	12.937	0.893	11.085	12.959	14.598
beta_H[5,6]	5.688	0.638	4.546	5.659	7.048
beta_H[6,6]	8.689	0.579	7.397	8.718	9.745
beta_H[7,6]	10.555	0.596	9.390	10.564	11.686
beta_H[8,6]	9.518	0.255	9.010	9.531	9.960
beta_H[9,6]	8.299	0.745	6.881	8.274	9.853
beta_H[10,6]	9.156	0.343	8.385	9.186	9.747
beta_H[11,6]	10.700	0.362	9.911	10.738	11.329
beta_H[12,6]	9.372	0.241	8.929	9.361	9.879
beta_H[13,6]	11.085	0.157	10.788	11.082	11.397
beta_H[14,6]	9.921	0.283	9.344	9.924	10.465
beta_H[15,6]	10.544	0.412	9.775	10.535	11.373
beta_H[16,6]	10.612	0.238	10.104	10.623	11.063
beta_H[1,7]	10.150	1.215	6.984	10.430	11.791
beta_H[2,7]	12.112	0.524	10.960	12.144	13.029
beta_H[3,7]	10.304	0.640	8.908	10.357	11.367
beta_H[4,7]	1.352	4.560	-7.246	1.256	10.430
beta_H[5,7]	5.844	2.133	1.854	5.930	9.864
beta_H[6,7]	7.062	3.218	-0.814	8.239	10.911
beta_H[7,7]	7.612	2.949	1.916	7.629	13.569
beta_H[8,7]	10.850	0.898	9.185	10.860	12.379
beta_H[9,7]	4.861	3.837	-3.008	4.949	12.308
beta_H[10,7]	10.031	1.626	7.261	9.890	13.735
beta_H[11,7]	11.362	1.829	8.145	11.153	15.571
beta_H[12,7]	9.768	0.987	7.470	9.868	11.388
beta_H[13,7]	11.703	0.703	10.097	11.779	12.895
beta_H[14,7]	10.630	0.933	8.578	10.676	12.381
beta_H[15,7]	14.071	2.166	9.848	14.090	18.208
beta_H[16,7]	12.739	1.285	10.592	12.587	15.641
beta0_H[1]	8.680	17.321	-28.061	8.559	43.625
beta0_H[2]	10.475	8.458	-7.164	10.462	27.897
beta0_H[3]	9.433	9.784	-10.879	9.502	28.625
beta0_H[4]	11.202	178.394	-361.328	12.180	368.689
beta0_H[5]	4.312	27.364	-48.951	4.540	59.064
beta0_H[6]	7.045	54.165	-109.304	7.668	119.982
beta0_H[7]	6.666	139.703	-279.241	8.027	291.937
beta0_H[8]	6.095	17.002	-18.693	6.546	28.656
beta0_H[9]	4.943	119.890	-235.960	4.289	246.060
beta0_H[10]	8.126	36.680	-69.031	8.960	85.660
beta0_H[11]	10.801	53.392	-101.204	10.053	121.809
beta0_H[12]	6.609	13.336	-19.131	6.717	30.351
beta0_H[13]	10.186	10.959	-10.199	10.090	32.303
beta0_H[14]	7.255	11.487	-15.383	7.136	31.263
beta0_H[15]	10.867	119.255	-224.693	9.587	248.420
beta0_H[16]	8.063	27.632	-48.310	8.425	66.029